Development of a Machine Learning Model for Sonographic Assessment of Gestational Age.

Journal: JAMA network open
Published Date: Jan 3, 2023

Abstract

IMPORTANCE: Fetal ultrasonography is essential for confirmation of gestational age (GA), and accurate GA assessment is important for providing appropriate care throughout pregnancy and for identifying complications, including fetal growth disorders. Derivation of GA from manual fetal biometry measurements (ie, head, abdomen, and femur) is operator dependent and time-consuming.

Authors

  • Chace Lee
    Google Health, Palo Alto, California.
  • Angelica Willis
    Google Health, Palo Alto, California.
  • Christina Chen
    From Google Health, Google, 3400 Hillview Ave, Palo Alto, CA 94304 (A.B.S., C.C., Z.N., Y. Liu, K.E., D.T., N.B., S.S.); Google Research, Cambridge, Mass (Y. Li, A.M., A.S., J.H., D.K.); Google via Advanced Clinical, Deerfield, Ill (C.L.); Apollo Radiology International, Hyderabad, India (S.R.K.); and Northwestern Medicine, Chicago, Ill (M.E., F.G.V., D.M.).
  • Marcin Sieniek
    Google Health, Palo Alto, CA, USA.
  • Amber Watters
    Department of Obstetrics and Gynecology, Northwestern University Feinberg School of Medicine, Chicago, Illinois.
  • Bethany Stetson
    Department of Obstetrics and Gynecology, Northwestern University Feinberg School of Medicine, Chicago, Illinois.
  • Akib Uddin
    Google Health, Palo Alto, California.
  • Jonny Wong
    Google Health, Palo Alto, California.
  • Rory Pilgrim
    From Google Health, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 (S.K., J.Y., S.J., R.P., Z.N., C.C., N.B., S.M.M., T.H., A.P.K., G.S.C., L.P., K.C., P.H.C.C., Y.L., K.E., D.T., S.S., S.P.); Advanced Clinical, Deerfield, Ill (C.L.); Apollo Radiology International, Hyderabad, India (S.R.K.); TB Department, Center of Infectious Disease Research in Zambia, Lusaka, Zambia (M.M.); Sibanye Stillwater, Weltevreden Park, Roodepoort, South Africa (J.M.); and Clickmedix, Gaithersburg, Md (T.S.).
  • Katherine Chou
    Google Research, San Jose, CA, USA.
  • Daniel Tse
    Google AI, Mountain View, CA, USA. tsed@google.com.
  • Shravya Shetty
    Google AI, Mountain View, CA, USA.
  • Ryan G Gomes
    Google Health, Palo Alto, California.

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